From @ user333700 comment use:
arima.fit(disp=0)
the documentation (for version 0.7.0.dev-c8e980d) says:
disp: bool, optional
If True, convergence information is printed. By default, l_bfgs_b solver, disp controls the output frequency during iterations. disp <0 means no output in this case.
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